Though some SDNY judges hire as early as May or June, it seems a lot of Magistrate Judges in this district do not. I would be careful with applying early to this group, as I got an extremely irate email from one judge (Lisa Smith) and a kinder, but gently admonishing one from another (Theodore Katz).